Remote Bilingual Thai Writer — Evaluation & Feedback

AuraOne; United States; On-site; USD 15,000 - 21,000; Part time

Job summary

AuraOne seeks a Remote Bilingual Writer fluent in Thai to evaluate generalist prompts and responses against our quality rubric. You will review outputs, label issues, and provide structured feedback to retrain models. This contractor role requires strong attention to detail and the ability to work asynchronously from the US.

You will compare paired responses, assign severity tags, and document recurring failure modes to help the modeling team improve future iterations. 10+ hours weekly preferred.

Qualifications

• Prior evaluation, annotation, or human-rater experience on thai generalist evaluation.
• Comfort applying multi-page rubrics consistently across long batches.
• Clear written reasoning that names the issue and the rubric clause being applied.
• Strong attention to detail and the ability to flag when a prompt itself is the problem.
• Reliable async availability for at least 10 hours per week.

Responsibilities

• Evaluate thai generalist evaluation model outputs against a versioned rubric and assign severity tags for Bilingual Writer - Thai (Thailand) assignments.
• Compare paired responses and pick the stronger answer with a written rationale.
• Label hallucinations, instruction-following failures, and unsafe content with structured tags.
• Capture ambiguous prompts and route them back to the program team for rubric updates.
• Maintain reviewer-quality scores by calibrating against gold-standard examples each week.
• Document recurring failure modes so the modeling team can target them in the next training run.

Skills

Model output evaluation

Rubric-based annotation

Severity tagging

Inter-rater calibration

Thai generalist evaluation

Job description

AuraOne seeks a Remote Bilingual Writer fluent in Thai to evaluate generalist prompts and responses against our quality rubric. You will review outputs, label issues, and provide structured feedback to retrain models. This contractor role requires strong attention to detail and the ability to work asynchronously from the US.

You will compare paired responses, assign severity tags, and document recurring failure modes to help the modeling team improve future iterations. 10+ hours weekly preferred.